The coffee machine gurgled, a sound that typically signified the start of the day. But this morning, it just sounded like another intrusion. He watched Michael, across the small office, preening for the manager, his posture perfect, his smile too wide.

He felt the familiar surge of something acidic rising within him. He slammed his fist down on the counter, startling himself. The ceramic mug in his hand wobbled precariously. He grabbed it, gripping it so tightly his knuckles turned white.

He felt a sudden, almost overwhelming urge to throw the mug, to shatter the manufactured calm of the office. He inhaled slowly and placed the mug down, and stormed out, barely acknowledging the manager.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273